Individually, IL-1β, TNF-β, and zymography showed differences between streptococcal infections and all other patients, yet only an RF-based model revealed their full diagnostic potential with an AUC of 0.969 (Figure 4c–e, Supplementary Table S5B). The gene discussed is IL1B; the disease is streptococcal infection.